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feat: security overhaul (proxy ssrf fix, streaming sanitization, docker optimization)
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# Balance Testing for Games
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## Overview
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Balance testing validates that your game's systems create fair, engaging, and appropriately challenging experiences. It covers difficulty, economy, progression, and competitive balance.
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## Types of Balance
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### Difficulty Balance
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- Is the game appropriately challenging?
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- Does difficulty progress smoothly?
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- Are difficulty spikes intentional?
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### Economy Balance
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- Is currency earned at the right rate?
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- Are prices fair for items/upgrades?
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- Can the economy be exploited?
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### Progression Balance
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- Does power growth feel satisfying?
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- Are unlocks paced well?
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- Is there meaningful choice in builds?
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### Competitive Balance
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- Are all options viable?
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- Is there a dominant strategy?
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- Do counters exist for strong options?
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## Balance Testing Methods
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### Spreadsheet Modeling
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Before implementation, model systems mathematically:
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- DPS calculations
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- Time-to-kill analysis
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- Economy simulations
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- Progression curves
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### Automated Simulation
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Run thousands of simulated games:
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- AI vs AI battles
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- Economy simulations
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- Progression modeling
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- Monte Carlo analysis
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### Telemetry Analysis
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Gather data from real players:
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- Win rates by character/weapon/strategy
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- Currency flow analysis
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- Completion rates by level
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- Time to reach milestones
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### Expert Testing
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High-skill players identify issues:
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- Exploits and degenerate strategies
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- Underpowered options
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- Skill ceiling concerns
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- Meta predictions
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## Key Balance Metrics
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### Combat Balance
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| Metric | Target | Red Flag |
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| ------------------------- | ------------------- | ------------------------- |
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| Win rate (symmetric) | 50% | <45% or >55% |
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| Win rate (asymmetric) | Varies by design | Outliers by >10% |
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| Time-to-kill | Design dependent | Too fast = no counterplay |
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| Damage dealt distribution | Even across options | One option dominates |
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### Economy Balance
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| Metric | Target | Red Flag |
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| -------------------- | -------------------- | ------------------------------- |
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| Currency earned/hour | Design dependent | Too fast = trivializes content |
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| Item purchase rate | Healthy distribution | Nothing bought = bad prices |
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| Currency on hand | Healthy churn | Hoarding = nothing worth buying |
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| Premium currency | Reasonable value | Pay-to-win concerns |
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### Progression Balance
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| Metric | Target | Red Flag |
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| ------------------ | ---------------------- | ---------------------- |
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| Time to max level | Design dependent | Too fast = no journey |
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| Power growth curve | Smooth, satisfying | Flat periods = boring |
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| Build diversity | Multiple viable builds | One "best" build |
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| Content completion | Healthy progression | Walls or trivial skips |
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## Balance Testing Process
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### 1. Define Design Intent
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- What experience are you creating?
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- What should feel powerful?
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- What trade-offs should exist?
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### 2. Model Before Building
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- Spreadsheet the math
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- Simulate outcomes
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- Identify potential issues
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### 3. Test Incrementally
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- Test each system in isolation
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- Then test systems together
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- Then test at scale
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### 4. Gather Data
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- Internal playtesting
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- Telemetry from beta
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- Expert feedback
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### 5. Iterate
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- Adjust based on data
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- Re-test changes
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- Document rationale
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## Common Balance Issues
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### Power Creep
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- **Symptom:** New content is always stronger
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- **Cause:** Fear of releasing weak content
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- **Fix:** Sidegrades over upgrades, periodic rebalancing
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### Dominant Strategy
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- **Symptom:** One approach beats all others
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- **Cause:** Insufficient counters, math oversight
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- **Fix:** Add counters, nerf dominant option, buff alternatives
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### Feast or Famine
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- **Symptom:** Players either crush or get crushed
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- **Cause:** Snowball mechanics, high variance
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- **Fix:** Comeback mechanics, reduce variance
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### Analysis Paralysis
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- **Symptom:** Too many options, players can't choose
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- **Cause:** Over-complicated systems
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- **Fix:** Simplify, provide recommendations
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## Balance Tools
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### Spreadsheets
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- Model DPS, TTK, economy
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- Simulate progression
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- Compare options side-by-side
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### Simulation Frameworks
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- Monte Carlo for variance
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- AI bots for combat testing
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- Economy simulations
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### Telemetry Systems
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- Track player choices
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- Measure outcomes
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- A/B test changes
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### Visualization
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- Graphs of win rates over time
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- Heat maps of player deaths
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- Flow charts of progression
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## Balance Testing Checklist
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### Pre-Launch
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- [ ] Core systems modeled in spreadsheets
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- [ ] Internal playtesting complete
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- [ ] No obvious dominant strategies
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- [ ] Difficulty curve feels right
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- [ ] Economy tested for exploits
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- [ ] Progression pacing validated
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### Live Service
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- [ ] Telemetry tracking key metrics
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- [ ] Regular balance reviews scheduled
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- [ ] Player feedback channels monitored
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- [ ] Hotfix process for critical issues
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- [ ] Communication plan for changes
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## Communicating Balance Changes
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### Patch Notes Best Practices
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- Explain the "why" not just the "what"
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- Use concrete numbers when possible
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- Acknowledge player concerns
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- Set expectations for future changes
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### Example
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```
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**Sword of Valor - Damage reduced from 100 to 85**
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Win rate for Sword users was 58%, indicating it was
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overperforming. This brings it in line with other weapons
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while maintaining its identity as a high-damage option.
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We'll continue monitoring and adjust if needed.
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```
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